{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from requests_html import HTMLSession"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- [requests和scrapy对比](https://blog.csdn.net/daiyu__zz/article/details/81783418)\n",
    "- [requests_html教程](https://www.cnblogs.com/cxiaocai/p/10952570.html)\n",
    "- [xpath](https://www.tutorialspoint.com/xpath/xpath_quick_guide.htm)\n",
    "- [pandas文档](https://pandas.pydata.org/pandas-docs/stable/getting_started/index.html#getting-started)\n",
    "- [request_html文档](https://requests-html.kennethreitz.org/)\n",
    "- [常见数据挖掘代码](https://blog.csdn.net/zy_blanche/article/details/70312773?utm_source=blogxgwz5)\n",
    "- [CSDN博客文章](https://blog.csdn.net/Coding___Man/article/details/85236265)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0, 0, 0, 0, 0, 0, 0, 0]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>职称</th>\n",
       "      <th>薪水</th>\n",
       "      <th>公司地点</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>时间</th>\n",
       "      <th>经验</th>\n",
       "      <th>链结</th>\n",
       "      <th>公司URL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [职称, 薪水, 公司地点, 公司名称, 时间, 经验, 链结, 公司URL]\n",
       "Index: []"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = \"https://m.liepin.com/zhaopin/?keyword=产品经理\"\n",
    "session = HTMLSession()\n",
    "r = session.get( url )\n",
    "\n",
    "主要元素 = r.html.xpath( \\\n",
    "    '//div[@class=\"job-card-wrap\"]//div[@class=\"job-card\"]')\n",
    "\n",
    "dict_xpaths={ \n",
    "    'text': {\n",
    "        '经验':      './/ul/li[time]/text()'\n",
    "    },\n",
    "    'text_content': {\n",
    "        '职称':    './/ul/li/a[contains(@class,\"job-name\")]/span[@class=\"name-text\"]', \n",
    "        '薪水':    './/ul/li/a[contains(@class,\"job-name\")]/following-sibling::span', \n",
    "        '公司地点':'.//ul/li/time/following-sibling::a',\n",
    "        '公司名称': './/ul/li/a[contains(@class,\"company-name\")]', \n",
    "        '时间':    './/ul/li/time', \n",
    "    },\n",
    "    'href': {\n",
    "        '链结':    './/ul/li/a[contains(@class,\"job-name\")]', \n",
    "        '公司URL': './/ul/li/a[contains(@class,\"company-name\")]', \n",
    "    }\n",
    "}\n",
    "\n",
    "def get_e_text_content(_xpath_):\n",
    "    # 高级列表推导\n",
    "    暂存结果 = [e.xpath(_xpath_)[0].lxml.text_content() for e in 主要元素]\n",
    "    return(暂存结果)\n",
    "\n",
    "def get_e_text(_xpath_):\n",
    "    # 高级列表推导\n",
    "    暂存结果 = [\"\".join([x.strip() for x in e.xpath(_xpath_)]) for e in 主要元素]\n",
    "    return(暂存结果)\n",
    "\n",
    "def get_e_href(_xpath_):\n",
    "    # 高级列表推导\n",
    "    暂存结果 = [list(e.xpath(_xpath_, first=True).absolute_links)[0] \\\n",
    "               if len(e.xpath(_xpath_, first=True).absolute_links) >= 1  \\\n",
    "               else \"\" for e in 主要元素]\n",
    "    return(暂存结果)\n",
    "\n",
    "# 只对主要元素下进行.xpath取值\n",
    "数据字典 = dict()\n",
    "\n",
    "数据字典 = {k:get_e_text_content(v) for k,v in dict_xpaths['text_content'].items()}\n",
    "数据字典.update({k:get_e_text(v) for k,v in dict_xpaths['text'].items()})\n",
    "数据字典.update({k:get_e_href(v) for k,v in dict_xpaths['href'].items()})\n",
    "\n",
    "print ([len(v) for k,v in 数据字典.items()])  \n",
    "\n",
    "数据 = pd.DataFrame(数据字典)\n",
    "数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>edu</th>\n",
       "      <th>经验</th>\n",
       "      <th>薪水</th>\n",
       "      <th>时间</th>\n",
       "      <th>职称</th>\n",
       "      <th>公司地点</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>链结</th>\n",
       "      <th>公司URL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>2020年07月15日</td>\n",
       "      <td>电商产品经理（产品开发）</td>\n",
       "      <td>深圳</td>\n",
       "      <td>深圳市聚创意创新科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1928587613.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8740703/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-30k·14薪</td>\n",
       "      <td>2020年07月16日</td>\n",
       "      <td>软件产品经理-上海</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>波汇科技</td>\n",
       "      <td>https://www.liepin.com/job/1924393391.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8883568/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>2020年07月10日</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>上海-洋泾</td>\n",
       "      <td>中美联泰大都会人寿保险有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1929199499.shtml</td>\n",
       "      <td>https://www.liepin.com/company/1683631/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-12k·12薪</td>\n",
       "      <td>2020年07月20日</td>\n",
       "      <td>餐饮产品经理人</td>\n",
       "      <td></td>\n",
       "      <td>海鸿达(北京)餐饮管理有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1928842873.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2411903/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>2020年07月17日</td>\n",
       "      <td>PM</td>\n",
       "      <td>上海</td>\n",
       "      <td>海欣生物</td>\n",
       "      <td>https://www.liepin.com/job/1924152831.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7879668/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>2020年07月15日</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>北京思维实创科技股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1928542207.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8807220/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>8-16k·13薪</td>\n",
       "      <td>2020年07月20日</td>\n",
       "      <td>产品经理(投融资产品方向)</td>\n",
       "      <td></td>\n",
       "      <td>医药魔方</td>\n",
       "      <td>https://www.liepin.com/job/1927547055.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8635828/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年07月20日</td>\n",
       "      <td>英语产品经理（保险核心系统方向）</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>众安信息技术服务有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1929897199.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10181455/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>12-18k·12薪</td>\n",
       "      <td>2020年07月20日</td>\n",
       "      <td>快消产品经理</td>\n",
       "      <td>杭州-上城区</td>\n",
       "      <td>杭州长根堂医疗投资管理有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1929876643.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8436690/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>18-40k·14薪</td>\n",
       "      <td>2020年07月20日</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>杭州</td>\n",
       "      <td>正泰网络科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1929756983.shtml</td>\n",
       "      <td>https://www.liepin.com/company/12278539/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年07月20日</td>\n",
       "      <td>产品策略企划主管/经理（北京）</td>\n",
       "      <td>北京</td>\n",
       "      <td>丰田汽车金融</td>\n",
       "      <td>https://www.liepin.com/job/1928239299.shtml</td>\n",
       "      <td>https://www.liepin.com/company/170352/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>2020年07月20日</td>\n",
       "      <td>产品精算岗/产品精算经理</td>\n",
       "      <td>上海-陆家嘴</td>\n",
       "      <td>国华人寿</td>\n",
       "      <td>https://www.liepin.com/job/1913213116.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8834770/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-35k·12薪</td>\n",
       "      <td>2020年07月20日</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>上海-华漕</td>\n",
       "      <td>上海特雷通家具有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1930075515.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7873687/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>15-25k·14薪</td>\n",
       "      <td>2020年07月20日</td>\n",
       "      <td>HR产品经理(J12892)</td>\n",
       "      <td>北京-东坝</td>\n",
       "      <td>vipkid</td>\n",
       "      <td>https://www.liepin.com/job/1929939743.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8531572/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>12-18k·14薪</td>\n",
       "      <td>2020年07月20日</td>\n",
       "      <td>临床研究项目经理（PM）</td>\n",
       "      <td>南京-鼓楼区</td>\n",
       "      <td>南京引光医药科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1926218903.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10120019/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>2020年07月18日</td>\n",
       "      <td>车联网产品经理</td>\n",
       "      <td>深圳</td>\n",
       "      <td>深圳市同行者科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1929562157.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9582294/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>8-10k·12薪</td>\n",
       "      <td>2020年07月17日</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>周口</td>\n",
       "      <td>上海金丝猴食品股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1930013703.shtml</td>\n",
       "      <td>https://www.liepin.com/company/1605765/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>2020年07月17日</td>\n",
       "      <td>保健食品产品经理</td>\n",
       "      <td>杭州</td>\n",
       "      <td>贝贝集团</td>\n",
       "      <td>https://www.liepin.com/job/1930011415.shtml</td>\n",
       "      <td>https://www.liepin.com/company/6673968/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>2020年07月17日</td>\n",
       "      <td>阿里电商业务中台产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>北京聚锋信息技术有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1930006023.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9306923/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-30k·15薪</td>\n",
       "      <td>2020年07月17日</td>\n",
       "      <td>硬件产品经理（消费电子经验）</td>\n",
       "      <td></td>\n",
       "      <td>唱吧</td>\n",
       "      <td>https://www.liepin.com/job/1930002519.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7991777/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>8-15k·12薪</td>\n",
       "      <td>2020年07月17日</td>\n",
       "      <td>车载智能调度产品经理</td>\n",
       "      <td>苏州-张家港</td>\n",
       "      <td>江苏亚楠电子科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1930001481.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9172074/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>25-35k·12薪</td>\n",
       "      <td>2020年07月17日</td>\n",
       "      <td>产品经理（财务方向）</td>\n",
       "      <td>深圳</td>\n",
       "      <td>递四方</td>\n",
       "      <td>https://www.liepin.com/job/1929604271.shtml</td>\n",
       "      <td>https://www.liepin.com/company/3645457/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年07月17日</td>\n",
       "      <td>内存产品经理（内存）</td>\n",
       "      <td></td>\n",
       "      <td>金士顿科技(中国)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1929384471.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9179983/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>2020年07月17日</td>\n",
       "      <td>医疗器械产品经理</td>\n",
       "      <td>苏州-昆山</td>\n",
       "      <td>惠仁康宁(苏州)健康科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1926265681.shtml</td>\n",
       "      <td>https://www.liepin.com/company/10173067/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>2020年07月16日</td>\n",
       "      <td>高级社交产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>陌陌</td>\n",
       "      <td>https://www.liepin.com/job/1929970195.shtml</td>\n",
       "      <td>https://www.liepin.com/company/7861462/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>2020年07月16日</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>上海-中山公园</td>\n",
       "      <td>首都银行</td>\n",
       "      <td>https://www.liepin.com/job/1929967675.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8069481/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>25-40k·12薪</td>\n",
       "      <td>2020年07月16日</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>北京-香山</td>\n",
       "      <td>中国电信云公司</td>\n",
       "      <td>https://www.liepin.com/job/1929964365.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8119209/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>2020年07月16日</td>\n",
       "      <td>无线产品解决方案经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>瑞斯康达科技</td>\n",
       "      <td>https://www.liepin.com/job/1929524637.shtml</td>\n",
       "      <td>https://www.liepin.com/company/886161/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>2020年07月16日</td>\n",
       "      <td>小家电产品经理</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>广州海葳特科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927108427.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9189185/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>2020年07月15日</td>\n",
       "      <td>mes产品经理</td>\n",
       "      <td>上海</td>\n",
       "      <td>上海汇森智联速运有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1929949425.shtml</td>\n",
       "      <td>https://www.liepin.com/company/12294435/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>2020年07月15日</td>\n",
       "      <td>产品经理</td>\n",
       "      <td></td>\n",
       "      <td>火花思维</td>\n",
       "      <td>https://www.liepin.com/job/1929936109.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9857483/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>2020年07月15日</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>泰康人寿保险有限责任公司</td>\n",
       "      <td>https://www.liepin.com/job/1926802527.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9285156/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-30k·20薪</td>\n",
       "      <td>2020年07月14日</td>\n",
       "      <td>全国市场产品经理</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>海南连成药业有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1929861555.shtml</td>\n",
       "      <td>https://www.liepin.com/company/12254093/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>8-10k·12薪</td>\n",
       "      <td>2020年07月14日</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>成都</td>\n",
       "      <td>四川言几又文化传播有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1929882811.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9587552/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>10-14k·12薪</td>\n",
       "      <td>2020年07月14日</td>\n",
       "      <td>商业产品经理</td>\n",
       "      <td>双河</td>\n",
       "      <td>某一般般公司</td>\n",
       "      <td>https://www.liepin.com/a/21260223.shtml</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>38-40k·12薪</td>\n",
       "      <td>2020年07月14日</td>\n",
       "      <td>Senior Product Manager (Virtualization, Cloud)</td>\n",
       "      <td>南京</td>\n",
       "      <td>思杰</td>\n",
       "      <td>https://www.liepin.com/job/1929610611.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8399547/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>10-14k·12薪</td>\n",
       "      <td>2020年07月10日</td>\n",
       "      <td>商业产品经理</td>\n",
       "      <td></td>\n",
       "      <td>某一般般公司</td>\n",
       "      <td>https://www.liepin.com/a/20581509.shtml</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>18-25k·12薪</td>\n",
       "      <td>2020年07月09日</td>\n",
       "      <td>产品经理（接受非互联网转型）</td>\n",
       "      <td></td>\n",
       "      <td>探探</td>\n",
       "      <td>https://www.liepin.com/job/1929795793.shtml</td>\n",
       "      <td>https://www.liepin.com/company/8522739/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-40k·12薪</td>\n",
       "      <td>2020年07月06日</td>\n",
       "      <td>资深产品经理（C端用户增长方向）</td>\n",
       "      <td>上海</td>\n",
       "      <td>沪江</td>\n",
       "      <td>https://www.liepin.com/job/1929677019.shtml</td>\n",
       "      <td>https://www.liepin.com/company/1606138/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td>2020年07月06日</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>上海华颐医疗科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1927313225.shtml</td>\n",
       "      <td>https://www.liepin.com/company/9312943/</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      edu     经验          薪水           时间  \\\n",
       "0   大专及以上   经验不限   8-12k·12薪  2020年07月15日   \n",
       "1   本科及以上   3-5年  20-30k·14薪  2020年07月16日   \n",
       "2    统招本科  5-10年  15-25k·12薪  2020年07月10日   \n",
       "3   本科及以上   3-5年  10-12k·12薪  2020年07月20日   \n",
       "4   本科及以上   1-3年  15-25k·12薪  2020年07月17日   \n",
       "5   本科及以上   经验不限  15-25k·12薪  2020年07月15日   \n",
       "6   硕士及以上   经验不限   8-16k·13薪  2020年07月20日   \n",
       "7   本科及以上  5-10年          面议  2020年07月20日   \n",
       "8   大专及以上  5-10年  12-18k·12薪  2020年07月20日   \n",
       "9    统招本科  5-10年  18-40k·14薪  2020年07月20日   \n",
       "10   统招本科   3-5年          面议  2020年07月20日   \n",
       "11   统招本科   1-3年  15-20k·12薪  2020年07月20日   \n",
       "12   统招本科   3-5年  15-35k·12薪  2020年07月20日   \n",
       "13  本科及以上   1-3年  15-25k·14薪  2020年07月20日   \n",
       "14   统招本科   1-3年  12-18k·14薪  2020年07月20日   \n",
       "15   统招本科   3-5年  10-20k·12薪  2020年07月18日   \n",
       "16  大专及以上   1-3年   8-10k·12薪  2020年07月17日   \n",
       "17  本科及以上  5-10年  15-25k·15薪  2020年07月17日   \n",
       "18  本科及以上  5-10年  15-25k·12薪  2020年07月17日   \n",
       "19   统招本科  5-10年  15-30k·15薪  2020年07月17日   \n",
       "20  本科及以上  5-10年   8-15k·12薪  2020年07月17日   \n",
       "21  本科及以上  5-10年  25-35k·12薪  2020年07月17日   \n",
       "22  本科及以上   3-5年          面议  2020年07月17日   \n",
       "23   统招本科   3-5年  15-20k·12薪  2020年07月17日   \n",
       "24   统招本科   3-5年  20-40k·13薪  2020年07月16日   \n",
       "25  本科及以上  5-10年  15-25k·12薪  2020年07月16日   \n",
       "26   统招本科  5-10年  25-40k·12薪  2020年07月16日   \n",
       "27   统招本科   3-5年  10-20k·12薪  2020年07月16日   \n",
       "28  本科及以上   3-5年  10-20k·12薪  2020年07月16日   \n",
       "29  大专及以上   1-3年  15-30k·12薪  2020年07月15日   \n",
       "30  本科及以上  5-10年  20-30k·12薪  2020年07月15日   \n",
       "31  硕士及以上  5-10年  10-20k·12薪  2020年07月15日   \n",
       "32  本科及以上  5-10年  15-30k·20薪  2020年07月14日   \n",
       "33  本科及以上  5-10年   8-10k·12薪  2020年07月14日   \n",
       "34   统招本科   经验不限  10-14k·12薪  2020年07月14日   \n",
       "35   统招本科  5-10年  38-40k·12薪  2020年07月14日   \n",
       "36   统招本科   经验不限  10-14k·12薪  2020年07月10日   \n",
       "37   统招本科   1-3年  18-25k·12薪  2020年07月09日   \n",
       "38   统招本科  5-10年  20-40k·12薪  2020年07月06日   \n",
       "39  本科及以上   1-3年  12-20k·13薪  2020年07月06日   \n",
       "\n",
       "                                                职称     公司地点              公司名称  \\\n",
       "0                                     电商产品经理（产品开发）       深圳    深圳市聚创意创新科技有限公司   \n",
       "1                                        软件产品经理-上海  上海-浦东新区              波汇科技   \n",
       "2                                             产品经理    上海-洋泾   中美联泰大都会人寿保险有限公司   \n",
       "3                                          餐饮产品经理人            海鸿达(北京)餐饮管理有限公司   \n",
       "4                                               PM       上海              海欣生物   \n",
       "5                                           高级产品经理       北京    北京思维实创科技股份有限公司   \n",
       "6                                    产品经理(投融资产品方向)                       医药魔方   \n",
       "7                                 英语产品经理（保险核心系统方向）  上海-浦东新区      众安信息技术服务有限公司   \n",
       "8                                           快消产品经理   杭州-上城区   杭州长根堂医疗投资管理有限公司   \n",
       "9                                             产品经理       杭州        正泰网络科技有限公司   \n",
       "10                                 产品策略企划主管/经理（北京）       北京            丰田汽车金融   \n",
       "11                                    产品精算岗/产品精算经理   上海-陆家嘴              国华人寿   \n",
       "12                                            产品经理    上海-华漕       上海特雷通家具有限公司   \n",
       "13                                  HR产品经理(J12892)    北京-东坝            vipkid   \n",
       "14                                    临床研究项目经理（PM）   南京-鼓楼区      南京引光医药科技有限公司   \n",
       "15                                         车联网产品经理       深圳      深圳市同行者科技有限公司   \n",
       "16                                            产品经理       周口     上海金丝猴食品股份有限公司   \n",
       "17                                        保健食品产品经理       杭州              贝贝集团   \n",
       "18                                    阿里电商业务中台产品经理       北京      北京聚锋信息技术有限公司   \n",
       "19                                  硬件产品经理（消费电子经验）                         唱吧   \n",
       "20                                      车载智能调度产品经理   苏州-张家港      江苏亚楠电子科技有限公司   \n",
       "21                                      产品经理（财务方向）       深圳               递四方   \n",
       "22                                      内存产品经理（内存）              金士顿科技(中国)有限公司   \n",
       "23                                        医疗器械产品经理    苏州-昆山  惠仁康宁(苏州)健康科技有限公司   \n",
       "24                                        高级社交产品经理       北京                陌陌   \n",
       "25                                            产品经理  上海-中山公园              首都银行   \n",
       "26                                            产品经理    北京-香山           中国电信云公司   \n",
       "27                                      无线产品解决方案经理       北京            瑞斯康达科技   \n",
       "28                                         小家电产品经理   广州-海珠区       广州海葳特科技有限公司   \n",
       "29                                         mes产品经理       上海      上海汇森智联速运有限公司   \n",
       "30                                            产品经理                       火花思维   \n",
       "31                                            产品经理       北京      泰康人寿保险有限责任公司   \n",
       "32                                        全国市场产品经理  上海-浦东新区        海南连成药业有限公司   \n",
       "33                                            产品经理       成都     四川言几又文化传播有限公司   \n",
       "34                                          商业产品经理       双河            某一般般公司   \n",
       "35  Senior Product Manager (Virtualization, Cloud)       南京                思杰   \n",
       "36                                          商业产品经理                     某一般般公司   \n",
       "37                                  产品经理（接受非互联网转型）                         探探   \n",
       "38                                资深产品经理（C端用户增长方向）       上海                沪江   \n",
       "39                                            产品经理  上海-浦东新区      上海华颐医疗科技有限公司   \n",
       "\n",
       "                                             链结  \\\n",
       "0   https://www.liepin.com/job/1928587613.shtml   \n",
       "1   https://www.liepin.com/job/1924393391.shtml   \n",
       "2   https://www.liepin.com/job/1929199499.shtml   \n",
       "3   https://www.liepin.com/job/1928842873.shtml   \n",
       "4   https://www.liepin.com/job/1924152831.shtml   \n",
       "5   https://www.liepin.com/job/1928542207.shtml   \n",
       "6   https://www.liepin.com/job/1927547055.shtml   \n",
       "7   https://www.liepin.com/job/1929897199.shtml   \n",
       "8   https://www.liepin.com/job/1929876643.shtml   \n",
       "9   https://www.liepin.com/job/1929756983.shtml   \n",
       "10  https://www.liepin.com/job/1928239299.shtml   \n",
       "11  https://www.liepin.com/job/1913213116.shtml   \n",
       "12  https://www.liepin.com/job/1930075515.shtml   \n",
       "13  https://www.liepin.com/job/1929939743.shtml   \n",
       "14  https://www.liepin.com/job/1926218903.shtml   \n",
       "15  https://www.liepin.com/job/1929562157.shtml   \n",
       "16  https://www.liepin.com/job/1930013703.shtml   \n",
       "17  https://www.liepin.com/job/1930011415.shtml   \n",
       "18  https://www.liepin.com/job/1930006023.shtml   \n",
       "19  https://www.liepin.com/job/1930002519.shtml   \n",
       "20  https://www.liepin.com/job/1930001481.shtml   \n",
       "21  https://www.liepin.com/job/1929604271.shtml   \n",
       "22  https://www.liepin.com/job/1929384471.shtml   \n",
       "23  https://www.liepin.com/job/1926265681.shtml   \n",
       "24  https://www.liepin.com/job/1929970195.shtml   \n",
       "25  https://www.liepin.com/job/1929967675.shtml   \n",
       "26  https://www.liepin.com/job/1929964365.shtml   \n",
       "27  https://www.liepin.com/job/1929524637.shtml   \n",
       "28  https://www.liepin.com/job/1927108427.shtml   \n",
       "29  https://www.liepin.com/job/1929949425.shtml   \n",
       "30  https://www.liepin.com/job/1929936109.shtml   \n",
       "31  https://www.liepin.com/job/1926802527.shtml   \n",
       "32  https://www.liepin.com/job/1929861555.shtml   \n",
       "33  https://www.liepin.com/job/1929882811.shtml   \n",
       "34      https://www.liepin.com/a/21260223.shtml   \n",
       "35  https://www.liepin.com/job/1929610611.shtml   \n",
       "36      https://www.liepin.com/a/20581509.shtml   \n",
       "37  https://www.liepin.com/job/1929795793.shtml   \n",
       "38  https://www.liepin.com/job/1929677019.shtml   \n",
       "39  https://www.liepin.com/job/1927313225.shtml   \n",
       "\n",
       "                                       公司URL  \n",
       "0    https://www.liepin.com/company/8740703/  \n",
       "1    https://www.liepin.com/company/8883568/  \n",
       "2    https://www.liepin.com/company/1683631/  \n",
       "3    https://www.liepin.com/company/2411903/  \n",
       "4    https://www.liepin.com/company/7879668/  \n",
       "5    https://www.liepin.com/company/8807220/  \n",
       "6    https://www.liepin.com/company/8635828/  \n",
       "7   https://www.liepin.com/company/10181455/  \n",
       "8    https://www.liepin.com/company/8436690/  \n",
       "9   https://www.liepin.com/company/12278539/  \n",
       "10    https://www.liepin.com/company/170352/  \n",
       "11   https://www.liepin.com/company/8834770/  \n",
       "12   https://www.liepin.com/company/7873687/  \n",
       "13   https://www.liepin.com/company/8531572/  \n",
       "14  https://www.liepin.com/company/10120019/  \n",
       "15   https://www.liepin.com/company/9582294/  \n",
       "16   https://www.liepin.com/company/1605765/  \n",
       "17   https://www.liepin.com/company/6673968/  \n",
       "18   https://www.liepin.com/company/9306923/  \n",
       "19   https://www.liepin.com/company/7991777/  \n",
       "20   https://www.liepin.com/company/9172074/  \n",
       "21   https://www.liepin.com/company/3645457/  \n",
       "22   https://www.liepin.com/company/9179983/  \n",
       "23  https://www.liepin.com/company/10173067/  \n",
       "24   https://www.liepin.com/company/7861462/  \n",
       "25   https://www.liepin.com/company/8069481/  \n",
       "26   https://www.liepin.com/company/8119209/  \n",
       "27    https://www.liepin.com/company/886161/  \n",
       "28   https://www.liepin.com/company/9189185/  \n",
       "29  https://www.liepin.com/company/12294435/  \n",
       "30   https://www.liepin.com/company/9857483/  \n",
       "31   https://www.liepin.com/company/9285156/  \n",
       "32  https://www.liepin.com/company/12254093/  \n",
       "33   https://www.liepin.com/company/9587552/  \n",
       "34                                            \n",
       "35   https://www.liepin.com/company/8399547/  \n",
       "36                                            \n",
       "37   https://www.liepin.com/company/8522739/  \n",
       "38   https://www.liepin.com/company/1606138/  \n",
       "39   https://www.liepin.com/company/9312943/  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = \"https://www.liepin.com/zhaopin/?key=产品经理\"\n",
    "session = HTMLSession()\n",
    "r = session.get( url )\n",
    "\n",
    "主要元素 = r.html.xpath( \\\n",
    "    '//ul[@class=\"sojob-list\"]/li')\n",
    "\n",
    "dict_xpaths={ \n",
    "    'text': {\n",
    "        'edu':      '//div[contains(@class,\"job-info\")]/p/span[@class=\"edu\"]',\n",
    "        '经验':      '//div[contains(@class,\"job-info\")]/p/span[@class=\"edu\"]/following-sibling::span',\n",
    "        '薪水':    '//div[contains(@class,\"job-info\")]/p/span[@class=\"text-warning\"]', \n",
    "        '时间':    '//div[contains(@class,\"job-info\")]/p/time/@title', \n",
    "        '职称':    '//div[contains(@class,\"job-info\")]/h3/a', \n",
    "        '公司地点': '//div[contains(@class,\"job-info\")]/p/a',\n",
    "        '公司名称': '//div[contains(@class,\"sojob-item-main\")]//p[@class=\"company-name\"]/a', \n",
    "    },\n",
    "    'text_content': {\n",
    "    },\n",
    "    'href': {\n",
    "        '链结':    '//div[contains(@class,\"job-info\")]/h3/a', \n",
    "        '公司URL': '//div[contains(@class,\"sojob-item-main\")]//p[@class=\"company-name\"]/a', \n",
    "    }\n",
    "}\n",
    "\n",
    "def get_e_text_content(_xpath_):\n",
    "    # 高级列表推导\n",
    "    暂存结果 = [e.xpath(_xpath_)[0].lxml.text_content() for e in 主要元素]\n",
    "    return(暂存结果)\n",
    "\n",
    "def get_e_text(_xpath_):\n",
    "    # 高级列表推导\n",
    "    暂存结果 = [\"\".join([x.strip() if type(x) is str else x.text.strip() for x in e.xpath(_xpath_)]) for e in 主要元素]\n",
    "    return(暂存结果)\n",
    "\n",
    "def get_e_href(_xpath_):\n",
    "    # 高级列表推导\n",
    "    暂存结果 = [list(e.xpath(_xpath_, first=True).absolute_links)[0] \\\n",
    "               if len(e.xpath(_xpath_, first=True).absolute_links) >= 1  \\\n",
    "               else \"\" for e in 主要元素]\n",
    "    return(暂存结果)\n",
    "\n",
    "# 只对主要元素下进行.xpath取值\n",
    "数据字典 = dict()\n",
    "\n",
    "数据字典 = {k:get_e_text_content(v) for k,v in dict_xpaths['text_content'].items()}\n",
    "数据字典.update({k:get_e_text(v) for k,v in dict_xpaths['text'].items()})\n",
    "数据字典.update({k:get_e_href(v) for k,v in dict_xpaths['href'].items()})\n",
    "\n",
    "[len(v) for k,v in 数据字典.items()]\n",
    "\n",
    "数据 = pd.DataFrame(数据字典)\n",
    "数据.to_excel(\"./data/产品经理_liepin.xlsx\", sheet_name=\"搜查结果\")\n",
    "数据 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "edu         7\n",
      "经验          6\n",
      "薪水         93\n",
      "时间         26\n",
      "职称        175\n",
      "公司地点       79\n",
      "公司名称       84\n",
      "链结        187\n",
      "公司URL      84\n",
      "热门公司类型      6\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>职称</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>公司名称</th>\n",
       "      <th>edu</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>宁德时代新能源科技股份有限公司</th>\n",
       "      <th>中专/中技及以上</th>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>北京比特大陆科技有限公司</th>\n",
       "      <th>统招本科</th>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>郑州宇通集团有限公司</th>\n",
       "      <th>统招本科</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>明略科技集团</th>\n",
       "      <th>统招本科</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>新东方教育科技集团有限公司</th>\n",
       "      <th>统招本科</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>碧桂园生活服务集团股份有限公司</th>\n",
       "      <th>大专及以上</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大搜车</th>\n",
       "      <th>学历不限</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>小米</th>\n",
       "      <th>本科及以上</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>科大讯飞</th>\n",
       "      <th>统招本科</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>旷视科技</th>\n",
       "      <th>大专及以上</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>111 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          职称\n",
       "公司名称            edu         \n",
       "宁德时代新能源科技股份有限公司 中专/中技及以上  14\n",
       "北京比特大陆科技有限公司    统招本科      12\n",
       "郑州宇通集团有限公司      统招本科      10\n",
       "明略科技集团          统招本科       9\n",
       "新东方教育科技集团有限公司   统招本科       8\n",
       "...                       ..\n",
       "碧桂园生活服务集团股份有限公司 大专及以上      1\n",
       "大搜车             学历不限       1\n",
       "小米              本科及以上      1\n",
       "科大讯飞            统招本科       1\n",
       "旷视科技            大专及以上      1\n",
       "\n",
       "[111 rows x 1 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数_compTag_产品经理 = {'中国500强': {'init': ['-1'], 'headckid': ['58d828c357a8cb19'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'keyword': ['产品经理'], 'compTag': ['155'], 'ckid': ['58d828c357a8cb19'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049']}, '2018互联网300强': {'init': ['-1'], 'headckid': ['58d828c357a8cb19'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'keyword': ['产品经理'], 'compTag': ['182'], 'ckid': ['58d828c357a8cb19'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049']}, '制造业500强': {'init': ['-1'], 'headckid': ['58d828c357a8cb19'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'keyword': ['产品经理'], 'compTag': ['186'], 'ckid': ['58d828c357a8cb19'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049']}, 'AI创新成长50强 ': {'init': ['-1'], 'headckid': ['58d828c357a8cb19'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'keyword': ['产品经理'], 'compTag': ['189'], 'ckid': ['58d828c357a8cb19'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049']}, '独角兽': {'init': ['-1'], 'headckid': ['58d828c357a8cb19'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'keyword': ['产品经理'], 'compTag': ['130'], 'ckid': ['58d828c357a8cb19'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049']}, '上市公司': {'init': ['-1'], 'headckid': ['58d828c357a8cb19'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'keyword': ['产品经理'], 'compTag': ['156'], 'ckid': ['58d828c357a8cb19'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049']}}\n",
    "\n",
    "url = \"https://www.liepin.com/zhaopin/\"\n",
    "session = HTMLSession()\n",
    "payload = 参数_compTag_产品经理['中国500强']\n",
    "r = session.get( url, params = payload)\n",
    "\n",
    "session = HTMLSession()\n",
    "\n",
    "def requests_liepin( url, params):\n",
    "    r = session.get( url , params = payload)\n",
    "\n",
    "    \n",
    "    主要元素 = r.html.xpath( '//ul[@class=\"sojob-list\"]/li')\n",
    "\n",
    "    \n",
    "    dict_xpaths={ \n",
    "        'text': {\n",
    "            'edu':      '//div[contains(@class,\"job-info\")]/p/span[@class=\"edu\"]',\n",
    "            '经验':      '//div[contains(@class,\"job-info\")]/p/span[@class=\"edu\"]/following-sibling::span',\n",
    "            '薪水':    '//div[contains(@class,\"job-info\")]/p/span[@class=\"text-warning\"]', \n",
    "            '时间':    '//div[contains(@class,\"job-info\")]/p/time/@title', \n",
    "            '职称':    '//div[contains(@class,\"job-info\")]/h3/a', \n",
    "            '公司地点': '//div[contains(@class,\"job-info\")]/p/a',\n",
    "            '公司名称': '//div[contains(@class,\"sojob-item-main\")]//p[@class=\"company-name\"]/a', \n",
    "        },\n",
    "        'text_content': {\n",
    "        },\n",
    "        'href': {\n",
    "            '链结':    '//div[contains(@class,\"job-info\")]/h3/a', \n",
    "            '公司URL': '//div[contains(@class,\"sojob-item-main\")]//p[@class=\"company-name\"]/a', \n",
    "        }\n",
    "    }\n",
    "\n",
    "    def get_e_text_content(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [e.xpath(_xpath_)[0].lxml.text_content() for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    def get_e_text(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [\"\".join([x.strip() if type(x) is str else x.text.strip() for x in e.xpath(_xpath_)]) for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    def get_e_href(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [list(e.xpath(_xpath_, first=True).absolute_links)[0] \\\n",
    "                   if len(e.xpath(_xpath_, first=True).absolute_links) >= 1  \\\n",
    "                   else \"\" for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    # 只对主要元素下进行.xpath取值\n",
    "    数据字典 = dict()\n",
    "\n",
    "    数据字典 = {k:get_e_text_content(v) for k,v in dict_xpaths['text_content'].items()}\n",
    "    数据字典.update({k:get_e_text(v) for k,v in dict_xpaths['text'].items()})\n",
    "    数据字典.update({k:get_e_href(v) for k,v in dict_xpaths['href'].items()})\n",
    "\n",
    "    数据 = pd.DataFrame(数据字典)\n",
    "    \n",
    "    return (数据)\n",
    "\n",
    "url = \"https://www.liepin.com/zhaopin/\"\n",
    "\n",
    "list_df = list()\n",
    "for k,v in 参数_compTag_产品经理.items():\n",
    "    payload = v\n",
    "    df = requests_liepin( url, params = payload)\n",
    "    df = df.assign (热门公司类型 = k)    \n",
    "    list_df.append(df)\n",
    "\n",
    "df_all = pd.concat(list_df)\n",
    "df_all\n",
    "\n",
    "df_all.to_excel(\"./data/产品经理_liepin_各热门公司类型.xlsx\", sheet_name=\"搜查结果\")\n",
    "\n",
    "print (df_all.nunique())\n",
    "df_all[['edu']].drop_duplicates()\n",
    "\n",
    "df_all.groupby(['公司名称','edu']).agg({\"职称\":\"count\"}).sort_values(by='职称', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 猎聘网行业数据挖掘"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'互联网/电商': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_01&jobKind=&industries=040&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '游戏产业': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_01&jobKind=&industries=420&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '计算机软件': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_01&jobKind=&industries=010&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " 'IT服务': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_01&jobKind=&industries=030&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '电子/芯片/半导体': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_02&jobKind=&industries=050&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '通信业': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_02&jobKind=&industries=060&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '计算机/网络设备': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_02&jobKind=&industries=020&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '房地产/建筑': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_03&jobKind=&industries=080&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '规划/设计/装潢': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_03&jobKind=&industries=100&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '房地产服务': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_03&jobKind=&industries=090&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '银行': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_04&jobKind=&industries=130&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '保险': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_04&jobKind=&industries=140&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '基金/证券/投资': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_04&jobKind=&industries=150&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '会计/审计': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_04&jobKind=&industries=430&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '信托/担保/拍卖': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_04&jobKind=&industries=500&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '快消品': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_05&jobKind=&industries=190&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '批发零售': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_05&jobKind=&industries=240&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '服装纺织': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_05&jobKind=&industries=200&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '家具/家电': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_05&jobKind=&industries=210&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '办公设备': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_05&jobKind=&industries=220&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '奢侈品/收藏品': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_05&jobKind=&industries=460&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '珠宝/玩具/工艺品': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_05&jobKind=&industries=470&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '汽车/摩托车': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_06&jobKind=&industries=350&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '机械/机电/重工': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_06&jobKind=&industries=360&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '印刷/包装/造纸': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_06&jobKind=&industries=180&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '原材料加工': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_06&jobKind=&industries=370&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '仪器/电气/自动化': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_06&jobKind=&industries=340&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '制药/生物工程': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_10&jobKind=&industries=270&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '医疗/保健/美容': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_10&jobKind=&industries=280&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '医疗器械': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_10&jobKind=&industries=290&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '能源/水利': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_11&jobKind=&industries=330&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '石油/化工': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_11&jobKind=&industries=310&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '采掘/冶炼/矿产': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_11&jobKind=&industries=320&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '环保': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_11&jobKind=&industries=300&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '新能源': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_11&jobKind=&industries=490&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '专业服务': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_07&jobKind=&industries=120&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '中介服务': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_07&jobKind=&industries=110&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '外包服务': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_07&jobKind=&industries=440&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '检测/认证': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_07&jobKind=&industries=450&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '餐饮/酒旅/服务': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_07&jobKind=&industries=230&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '文体娱乐': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_07&jobKind=&industries=260&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '租赁服务': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_07&jobKind=&industries=510&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '广告/市场/会展': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_08&jobKind=&industries=070&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '影视文化': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_08&jobKind=&industries=170&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '教育培训': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_08&jobKind=&industries=380&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '交通/物流/运输': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_09&jobKind=&industries=250&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '贸易/进出口': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_09&jobKind=&industries=160&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '航空/航天': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_09&jobKind=&industries=480&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '政务/公共服务': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_12&jobKind=&industries=390&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '农林牧渔': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_12&jobKind=&industries=410&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049',\n",
       " '其他行业': '/zhaopin/?flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_12&jobKind=&industries=400&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049'}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业数据选择器链结 = r.html.xpath('//div[@data-selector=\"search-conditions\"]')[0] \\\n",
    "                    .xpath('//dt[@class=\"search-title\"]/following-sibling::dd')[1] \\\n",
    "                    .xpath('//div[contains(@class,\"sub-industry\")]/a/@href')\n",
    "               \n",
    "行业数据选择器链结\n",
    "\n",
    "行业数据选择器链结 = r.html.xpath('//div[@data-selector=\"search-conditions\"]')[0] \\\n",
    "                    .xpath('//dt[@class=\"search-title\"]/following-sibling::dd')[1] \\\n",
    "                    .xpath('//div[contains(@class,\"sub-industry\")]/a')\n",
    "行业数据选择器链结\n",
    "\n",
    "#[ x.xpath(\"a/@href\")[0] for x in 行业数据选择器链结]\n",
    "#[ x.xpath(\"a/text()\")[0] for x in 行业数据选择器链结]\n",
    "行业数据选择器链结 = { x.xpath(\"a/text()\")[0]:x.xpath(\"a/@href\")[0] for x in 行业数据选择器链结}\n",
    "行业数据选择器链结"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_01&jobKind=&industries=040&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_01&jobKind=&industries=420&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_01&jobKind=&industries=010&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_01&jobKind=&industries=030&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_02&jobKind=&industries=050&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_02&jobKind=&industries=060&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_02&jobKind=&industries=020&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_03&jobKind=&industries=080&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_03&jobKind=&industries=100&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_03&jobKind=&industries=090&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_04&jobKind=&industries=130&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_04&jobKind=&industries=140&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_04&jobKind=&industries=150&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_04&jobKind=&industries=430&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_04&jobKind=&industries=500&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_05&jobKind=&industries=190&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_05&jobKind=&industries=240&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_05&jobKind=&industries=200&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_05&jobKind=&industries=210&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_05&jobKind=&industries=220&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_05&jobKind=&industries=460&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_05&jobKind=&industries=470&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_06&jobKind=&industries=350&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_06&jobKind=&industries=360&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_06&jobKind=&industries=180&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_06&jobKind=&industries=370&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_06&jobKind=&industries=340&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_10&jobKind=&industries=270&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_10&jobKind=&industries=280&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_10&jobKind=&industries=290&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_11&jobKind=&industries=330&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_11&jobKind=&industries=310&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_11&jobKind=&industries=320&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_11&jobKind=&industries=300&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_11&jobKind=&industries=490&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_07&jobKind=&industries=120&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_07&jobKind=&industries=110&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_07&jobKind=&industries=440&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_07&jobKind=&industries=450&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_07&jobKind=&industries=230&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_07&jobKind=&industries=260&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_07&jobKind=&industries=510&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_08&jobKind=&industries=070&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_08&jobKind=&industries=170&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_08&jobKind=&industries=380&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_09&jobKind=&industries=250&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_09&jobKind=&industries=160&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_09&jobKind=&industries=480&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_12&jobKind=&industries=390&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_12&jobKind=&industries=410&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment=''),\n",
       " ParseResult(scheme='', netloc='', path='/zhaopin/', params='', query='flushckid=1&compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=155&sortFlag=&compIds=&subIndustry=&industryType=industry_12&jobKind=&industries=400&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=6aa779111c1b4ca77cff3648d9dee049&d_curPage=0&d_pageSize=40&d_headId=6aa779111c1b4ca77cff3648d9dee049', fragment='')]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 使用 urllib.parse 解析\n",
    "from urllib.parse import urlparse, parse_qs\n",
    "[ urlparse(x) for x in 行业数据选择器链结.values()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 51 entries, 0 to 50\n",
      "Data columns (total 6 columns):\n",
      " #   Column    Non-Null Count  Dtype \n",
      "---  ------    --------------  ----- \n",
      " 0   scheme    51 non-null     object\n",
      " 1   netloc    51 non-null     object\n",
      " 2   path      51 non-null     object\n",
      " 3   params    51 non-null     object\n",
      " 4   query     51 non-null     object\n",
      " 5   fragment  51 non-null     object\n",
      "dtypes: object(6)\n",
      "memory usage: 2.5+ KB\n",
      "scheme       1\n",
      "netloc       1\n",
      "path         1\n",
      "params       1\n",
      "query       51\n",
      "fragment     1\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>scheme</th>\n",
       "      <th>netloc</th>\n",
       "      <th>path</th>\n",
       "      <th>params</th>\n",
       "      <th>query</th>\n",
       "      <th>fragment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>/zhaopin/</td>\n",
       "      <td></td>\n",
       "      <td>flushckid=1&amp;compkind=&amp;dqs=&amp;pubTime=&amp;pageSize=4...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  scheme netloc       path params  \\\n",
       "0                /zhaopin/          \n",
       "\n",
       "                                               query fragment  \n",
       "0  flushckid=1&compkind=&dqs=&pubTime=&pageSize=4...           "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 使用 pd.DataFrame进行 unuinque()相异值计量比对 \n",
    "import pandas as pd\n",
    "df = pd.DataFrame([ urlparse(x) for x in 行业数据选择器链结.values()])\n",
    "df.info()\n",
    "print(df.nunique())\n",
    "df.head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 创建行业模板字典"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'flushckid': '1',\n",
       "  'pageSize': '40',\n",
       "  'compTag': '155',\n",
       "  'industryType': 'industry_01',\n",
       "  'industries': '040',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '6aa779111c1b4ca77cff3648d9dee049',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '6aa779111c1b4ca77cff3648d9dee049'},\n",
       " {'flushckid': '1',\n",
       "  'pageSize': '40',\n",
       "  'compTag': '155',\n",
       "  'industryType': 'industry_01',\n",
       "  'industries': '420',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '6aa779111c1b4ca77cff3648d9dee049',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '6aa779111c1b4ca77cff3648d9dee049'},\n",
       " {'flushckid': '1',\n",
       "  'pageSize': '40',\n",
       "  'compTag': '155',\n",
       "  'industryType': 'industry_01',\n",
       "  'industries': '010',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '6aa779111c1b4ca77cff3648d9dee049',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '6aa779111c1b4ca77cff3648d9dee049'},\n",
       " {'flushckid': '1',\n",
       "  'pageSize': '40',\n",
       "  'compTag': '155',\n",
       "  'industryType': 'industry_01',\n",
       "  'industries': '030',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '6aa779111c1b4ca77cff3648d9dee049',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '6aa779111c1b4ca77cff3648d9dee049'},\n",
       " {'flushckid': '1',\n",
       "  'pageSize': '40',\n",
       "  'compTag': '155',\n",
       "  'industryType': 'industry_02',\n",
       "  'industries': '050',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '6aa779111c1b4ca77cff3648d9dee049',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '6aa779111c1b4ca77cff3648d9dee049'},\n",
       " {'flushckid': '1',\n",
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       "  'd_headId': '6aa779111c1b4ca77cff3648d9dee049'},\n",
       " {'flushckid': '1',\n",
       "  'pageSize': '40',\n",
       "  'compTag': '155',\n",
       "  'industryType': 'industry_07',\n",
       "  'industries': '260',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '6aa779111c1b4ca77cff3648d9dee049',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '6aa779111c1b4ca77cff3648d9dee049'},\n",
       " {'flushckid': '1',\n",
       "  'pageSize': '40',\n",
       "  'compTag': '155',\n",
       "  'industryType': 'industry_07',\n",
       "  'industries': '510',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '6aa779111c1b4ca77cff3648d9dee049',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '6aa779111c1b4ca77cff3648d9dee049'},\n",
       " {'flushckid': '1',\n",
       "  'pageSize': '40',\n",
       "  'compTag': '155',\n",
       "  'industryType': 'industry_08',\n",
       "  'industries': '070',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '6aa779111c1b4ca77cff3648d9dee049',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '6aa779111c1b4ca77cff3648d9dee049'},\n",
       " {'flushckid': '1',\n",
       "  'pageSize': '40',\n",
       "  'compTag': '155',\n",
       "  'industryType': 'industry_08',\n",
       "  'industries': '170',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '6aa779111c1b4ca77cff3648d9dee049',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '6aa779111c1b4ca77cff3648d9dee049'},\n",
       " {'flushckid': '1',\n",
       "  'pageSize': '40',\n",
       "  'compTag': '155',\n",
       "  'industryType': 'industry_08',\n",
       "  'industries': '380',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '6aa779111c1b4ca77cff3648d9dee049',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '6aa779111c1b4ca77cff3648d9dee049'},\n",
       " {'flushckid': '1',\n",
       "  'pageSize': '40',\n",
       "  'compTag': '155',\n",
       "  'industryType': 'industry_09',\n",
       "  'industries': '250',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '6aa779111c1b4ca77cff3648d9dee049',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '6aa779111c1b4ca77cff3648d9dee049'},\n",
       " {'flushckid': '1',\n",
       "  'pageSize': '40',\n",
       "  'compTag': '155',\n",
       "  'industryType': 'industry_09',\n",
       "  'industries': '160',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '6aa779111c1b4ca77cff3648d9dee049',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '6aa779111c1b4ca77cff3648d9dee049'},\n",
       " {'flushckid': '1',\n",
       "  'pageSize': '40',\n",
       "  'compTag': '155',\n",
       "  'industryType': 'industry_09',\n",
       "  'industries': '480',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '6aa779111c1b4ca77cff3648d9dee049',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '6aa779111c1b4ca77cff3648d9dee049'},\n",
       " {'flushckid': '1',\n",
       "  'pageSize': '40',\n",
       "  'compTag': '155',\n",
       "  'industryType': 'industry_12',\n",
       "  'industries': '390',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '6aa779111c1b4ca77cff3648d9dee049',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '6aa779111c1b4ca77cff3648d9dee049'},\n",
       " {'flushckid': '1',\n",
       "  'pageSize': '40',\n",
       "  'compTag': '155',\n",
       "  'industryType': 'industry_12',\n",
       "  'industries': '410',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '6aa779111c1b4ca77cff3648d9dee049',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '6aa779111c1b4ca77cff3648d9dee049'},\n",
       " {'flushckid': '1',\n",
       "  'pageSize': '40',\n",
       "  'compTag': '155',\n",
       "  'industryType': 'industry_12',\n",
       "  'industries': '400',\n",
       "  'siTag': '1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_unknown',\n",
       "  'd_ckId': '6aa779111c1b4ca77cff3648d9dee049',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': '6aa779111c1b4ca77cff3648d9dee049'}]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "列表暫存 = [] # list()\n",
    "for q in df['query']: \n",
    "    字典暫存 = dict()\n",
    "    for k,v in parse_qs(q).items(): # for 鍵,值 in 字典.items():\n",
    "        字典暫存.update({k:v[0]})\n",
    "    列表暫存.append(字典暫存)\n",
    "列表暫存\n",
    "\n",
    "# 列表暫存 = [{k:v[0] for k,v in parse_qs(q).items()} for q in df['query'] ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049']}\n",
      "{'互联网/电商': '155', '游戏产业': '155', '计算机软件': '155', 'IT服务': '155', '电子/芯片/半导体': '155', '通信业': '155', '计算机/网络设备': '155', '房地产/建筑': '155', '规划/设计/装潢': '155', '房地产服务': '155', '银行': '155', '保险': '155', '基金/证券/投资': '155', '会计/审计': '155', '信托/担保/拍卖': '155', '快消品': '155', '批发零售': '155', '服装纺织': '155', '家具/家电': '155', '办公设备': '155', '奢侈品/收藏品': '155', '珠宝/玩具/工艺品': '155', '汽车/摩托车': '155', '机械/机电/重工': '155', '印刷/包装/造纸': '155', '原材料加工': '155', '仪器/电气/自动化': '155', '制药/生物工程': '155', '医疗/保健/美容': '155', '医疗器械': '155', '能源/水利': '155', '石油/化工': '155', '采掘/冶炼/矿产': '155', '环保': '155', '新能源': '155', '专业服务': '155', '中介服务': '155', '外包服务': '155', '检测/认证': '155', '餐饮/酒旅/服务': '155', '文体娱乐': '155', '租赁服务': '155', '广告/市场/会展': '155', '影视文化': '155', '教育培训': '155', '交通/物流/运输': '155', '贸易/进出口': '155', '航空/航天': '155', '政务/公共服务': '155', '农林牧渔': '155', '其他行业': '155'}\n"
     ]
    }
   ],
   "source": [
    "# 建构 参数模板 及 字典_compTag\n",
    "def parse_url_qs_for_compTag (url):\n",
    "    six_parts = urlparse(url) \n",
    "    out = parse_qs(six_parts.query)\n",
    "    return (out)\n",
    "\n",
    "# parse_url_qs_for_compTag(list(行业数据选择器链结.values())[0])['compTag']\n",
    "参数模板 = parse_url_qs_for_compTag(list(行业数据选择器链结.values())[0])\n",
    "print(参数模板)\n",
    "# [ parse_url_qs_for_compTag(x)['compTag'] for x in 行业数据选择器链结.values()]\n",
    "[ parse_url_qs_for_compTag(x)['compTag'][0] for x in 行业数据选择器链结.values()]\n",
    "\n",
    "字典_compTag = { k:parse_url_qs_for_compTag(v)['compTag'][0] for k,v in 行业数据选择器链结.items()}\n",
    "print (字典_compTag)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'互联网/电商': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '游戏产业': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '计算机软件': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, 'IT服务': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '电子/芯片/半导体': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '通信业': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '计算机/网络设备': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '房地产/建筑': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '规划/设计/装潢': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '房地产服务': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '银行': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '保险': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '基金/证券/投资': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '会计/审计': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '信托/担保/拍卖': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '快消品': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '批发零售': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '服装纺织': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '家具/家电': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '办公设备': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '奢侈品/收藏品': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '珠宝/玩具/工艺品': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '汽车/摩托车': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '机械/机电/重工': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '印刷/包装/造纸': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '原材料加工': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '仪器/电气/自动化': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '制药/生物工程': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '医疗/保健/美容': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '医疗器械': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '能源/水利': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '石油/化工': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '采掘/冶炼/矿产': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '环保': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '新能源': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '专业服务': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '中介服务': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '外包服务': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '检测/认证': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '餐饮/酒旅/服务': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '文体娱乐': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '租赁服务': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '广告/市场/会展': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '影视文化': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '教育培训': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '交通/物流/运输': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '贸易/进出口': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '航空/航天': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '政务/公共服务': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '农林牧渔': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '其他行业': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}}\n"
     ]
    }
   ],
   "source": [
    "# 建构 参数模板  \n",
    "def 参数模板生成(compTag , keyword ):\n",
    "    参数 = 参数模板.copy()\n",
    "    参数['compTag'] = compTag\n",
    "    参数['keyword'] = keyword\n",
    "    return (参数)\n",
    "\n",
    "参数_compTag_产品经理 = { k:参数模板生成(compTag = [v], keyword = ['产品经理']) for k,v in 字典_compTag.items()}\n",
    "print(参数_compTag_产品经理)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = \"https://www.liepin.com/zhaopin/\"\n",
    "session = HTMLSession()\n",
    "payload = 参数_compTag_产品经理\n",
    "r = session.get( url, params = payload)\n",
    "r.url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 单一页面爬+解析\n",
    "session = HTMLSession()\n",
    "\n",
    "def requests_liepin( url, params):\n",
    "    r = session.get( url , params = payload)\n",
    "\n",
    "    # 先取特定元素, 精准打击其子后辈\n",
    "    主要元素 = r.html.xpath( '//ul[@class=\"sojob-list\"]/li')\n",
    "\n",
    "    # 作为xpath字典，键为我要抓的牛肉名称，值为xpath\n",
    "    dict_xpaths={ \n",
    "        'text': {\n",
    "            'edu':      '//div[contains(@class,\"job-info\")]/p/span[@class=\"edu\"]',\n",
    "            '经验':      '//div[contains(@class,\"job-info\")]/p/span[@class=\"edu\"]/following-sibling::span',\n",
    "            '薪水':    '//div[contains(@class,\"job-info\")]/p/span[@class=\"text-warning\"]', \n",
    "            '时间':    '//div[contains(@class,\"job-info\")]/p/time/@title', \n",
    "            '职称':    '//div[contains(@class,\"job-info\")]/h3/a', \n",
    "            '公司地点': '//div[contains(@class,\"job-info\")]/p/a',\n",
    "            '公司名称': '//div[contains(@class,\"sojob-item-main\")]//p[@class=\"company-name\"]/a', \n",
    "        },\n",
    "        'text_content': {\n",
    "        },\n",
    "        'href': {\n",
    "            '链结':    '//div[contains(@class,\"job-info\")]/h3/a', \n",
    "            '公司URL': '//div[contains(@class,\"sojob-item-main\")]//p[@class=\"company-name\"]/a', \n",
    "        }\n",
    "    }\n",
    "\n",
    "    def get_e_text_content(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [e.xpath(_xpath_)[0].lxml.text_content() for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    def get_e_text(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [\"\".join([x.strip() if type(x) is str else x.text.strip() for x in e.xpath(_xpath_)]) for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    def get_e_href(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [list(e.xpath(_xpath_, first=True).absolute_links)[0] \\\n",
    "                   if len(e.xpath(_xpath_, first=True).absolute_links) >= 1  \\\n",
    "                   else \"\" for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    # 只对主要元素下进行.xpath取值\n",
    "    数据字典 = dict()\n",
    "\n",
    "    数据字典 = {k:get_e_text_content(v) for k,v in dict_xpaths['text_content'].items()}\n",
    "    数据字典.update({k:get_e_text(v) for k,v in dict_xpaths['text'].items()})\n",
    "    数据字典.update({k:get_e_href(v) for k,v in dict_xpaths['href'].items()})\n",
    "\n",
    "    数据 = pd.DataFrame(数据字典)\n",
    "    return (数据)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>edu</th>\n",
       "      <th>经验</th>\n",
       "      <th>薪水</th>\n",
       "      <th>时间</th>\n",
       "      <th>职称</th>\n",
       "      <th>公司地点</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>链结</th>\n",
       "      <th>公司URL</th>\n",
       "      <th>行业</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-35k·16薪</td>\n",
       "      <td>2020年07月17日</td>\n",
       "      <td>资深运维平台开发工程师</td>\n",
       "      <td>广州-东圃</td>\n",
       "      <td>网易集团</td>\n",
       "      <td>https://www.liepin.com/job/1930005181.shtml</td>\n",
       "      <td>https://www.liepin.com/company/5964833/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>20-30k·16薪</td>\n",
       "      <td>2020年07月14日</td>\n",
       "      <td>资深Java开发工程师</td>\n",
       "      <td>杭州-长河</td>\n",
       "      <td>网易集团</td>\n",
       "      <td>https://www.liepin.com/job/1929756403.shtml</td>\n",
       "      <td>https://www.liepin.com/company/5964833/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>2020年07月20日</td>\n",
       "      <td>运营经理（影音）</td>\n",
       "      <td>南京</td>\n",
       "      <td>苏宁易购</td>\n",
       "      <td>https://www.liepin.com/job/1930075535.shtml</td>\n",
       "      <td>https://www.liepin.com/company/2051657/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>20-40k·15薪</td>\n",
       "      <td>2020年07月20日</td>\n",
       "      <td>大数据研发工程师</td>\n",
       "      <td>北京</td>\n",
       "      <td>Baidu</td>\n",
       "      <td>https://www.liepin.com/job/1930075257.shtml</td>\n",
       "      <td>https://www.liepin.com/company/884492/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>13-23k·14薪</td>\n",
       "      <td>2020年07月20日</td>\n",
       "      <td>计划运营-北京</td>\n",
       "      <td>北京</td>\n",
       "      <td>京东</td>\n",
       "      <td>https://www.liepin.com/job/1930074981.shtml</td>\n",
       "      <td>https://www.liepin.com/company/1663745/</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>学历不限</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年07月20日</td>\n",
       "      <td>零售通-城市经理-临沂</td>\n",
       "      <td>临沂</td>\n",
       "      <td>阿里巴巴</td>\n",
       "      <td>https://www.liepin.com/job/1930067703.shtml</td>\n",
       "      <td>https://www.liepin.com/company/1072424/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>学历不限</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年07月20日</td>\n",
       "      <td>零售通-城市经理-枣庄</td>\n",
       "      <td>枣庄</td>\n",
       "      <td>阿里巴巴</td>\n",
       "      <td>https://www.liepin.com/job/1930067701.shtml</td>\n",
       "      <td>https://www.liepin.com/company/1072424/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>学历不限</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年07月20日</td>\n",
       "      <td>蚂蚁金服-大数据安全工程师（风险感知）-支付宝</td>\n",
       "      <td>杭州</td>\n",
       "      <td>阿里巴巴</td>\n",
       "      <td>https://www.liepin.com/job/1930067699.shtml</td>\n",
       "      <td>https://www.liepin.com/company/1072424/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>学历不限</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>面议</td>\n",
       "      <td>2020年07月20日</td>\n",
       "      <td>零售通-城市经理-菏泽</td>\n",
       "      <td>菏泽</td>\n",
       "      <td>阿里巴巴</td>\n",
       "      <td>https://www.liepin.com/job/1930067695.shtml</td>\n",
       "      <td>https://www.liepin.com/company/1072424/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>本科及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>30-60k·12薪</td>\n",
       "      <td>2020年07月20日</td>\n",
       "      <td>技术专家</td>\n",
       "      <td>杭州</td>\n",
       "      <td>阿里巴巴</td>\n",
       "      <td>https://www.liepin.com/job/1930067397.shtml</td>\n",
       "      <td>https://www.liepin.com/company/1072424/</td>\n",
       "      <td>其他行业</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2040 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      edu     经验          薪水           时间                       职称   公司地点  \\\n",
       "0    统招本科   3-5年  20-35k·16薪  2020年07月17日              资深运维平台开发工程师  广州-东圃   \n",
       "1   本科及以上   经验不限  20-30k·16薪  2020年07月14日              资深Java开发工程师  杭州-长河   \n",
       "2    统招本科   3-5年  15-20k·12薪  2020年07月20日                 运营经理（影音）     南京   \n",
       "3   硕士及以上   经验不限  20-40k·15薪  2020年07月20日                 大数据研发工程师     北京   \n",
       "4   本科及以上  5-10年  13-23k·14薪  2020年07月20日                  计划运营-北京     北京   \n",
       "..    ...    ...         ...          ...                      ...    ...   \n",
       "35   学历不限   经验不限          面议  2020年07月20日              零售通-城市经理-临沂     临沂   \n",
       "36   学历不限   经验不限          面议  2020年07月20日              零售通-城市经理-枣庄     枣庄   \n",
       "37   学历不限   经验不限          面议  2020年07月20日  蚂蚁金服-大数据安全工程师（风险感知）-支付宝     杭州   \n",
       "38   学历不限   经验不限          面议  2020年07月20日              零售通-城市经理-菏泽     菏泽   \n",
       "39  本科及以上   经验不限  30-60k·12薪  2020年07月20日                     技术专家     杭州   \n",
       "\n",
       "     公司名称                                           链结  \\\n",
       "0    网易集团  https://www.liepin.com/job/1930005181.shtml   \n",
       "1    网易集团  https://www.liepin.com/job/1929756403.shtml   \n",
       "2    苏宁易购  https://www.liepin.com/job/1930075535.shtml   \n",
       "3   Baidu  https://www.liepin.com/job/1930075257.shtml   \n",
       "4      京东  https://www.liepin.com/job/1930074981.shtml   \n",
       "..    ...                                          ...   \n",
       "35   阿里巴巴  https://www.liepin.com/job/1930067703.shtml   \n",
       "36   阿里巴巴  https://www.liepin.com/job/1930067701.shtml   \n",
       "37   阿里巴巴  https://www.liepin.com/job/1930067699.shtml   \n",
       "38   阿里巴巴  https://www.liepin.com/job/1930067695.shtml   \n",
       "39   阿里巴巴  https://www.liepin.com/job/1930067397.shtml   \n",
       "\n",
       "                                      公司URL      行业  \n",
       "0   https://www.liepin.com/company/5964833/  互联网/电商  \n",
       "1   https://www.liepin.com/company/5964833/  互联网/电商  \n",
       "2   https://www.liepin.com/company/2051657/  互联网/电商  \n",
       "3    https://www.liepin.com/company/884492/  互联网/电商  \n",
       "4   https://www.liepin.com/company/1663745/  互联网/电商  \n",
       "..                                      ...     ...  \n",
       "35  https://www.liepin.com/company/1072424/    其他行业  \n",
       "36  https://www.liepin.com/company/1072424/    其他行业  \n",
       "37  https://www.liepin.com/company/1072424/    其他行业  \n",
       "38  https://www.liepin.com/company/1072424/    其他行业  \n",
       "39  https://www.liepin.com/company/1072424/    其他行业  \n",
       "\n",
       "[2040 rows x 10 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = \"https://www.liepin.com/zhaopin/\"\n",
    "\n",
    "list_df = list()\n",
    "for k,v in 参数_compTag_产品经理.items():\n",
    "    payload = v\n",
    "    df = requests_liepin( url, params = payload)\n",
    "    df = df.assign (行业 = k)    \n",
    "    list_df.append(df)\n",
    "\n",
    "df_all = pd.concat(list_df)\n",
    "df_all"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 输出\n",
    "df_all.to_excel(\"./data/产品经理_liepin_行业.xlsx\", sheet_name=\"搜查结果\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 产品经理行业数据翻页"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://www.liepin.com/zhaopin/?keyword=产品经理\"\n",
    "session = HTMLSession()\n",
    "r = session.get( url )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[<Element 'a' href='/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=13cea5f3b44b4050a0fb6470cfc0c6ca&d_curPage=0&d_pageSize=40&d_headId=13cea5f3b44b4050a0fb6470cfc0c6ca&curPage=1'>, <Element 'a' href='/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=13cea5f3b44b4050a0fb6470cfc0c6ca&d_curPage=0&d_pageSize=40&d_headId=13cea5f3b44b4050a0fb6470cfc0c6ca&curPage=2'>, <Element 'a' href='/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=13cea5f3b44b4050a0fb6470cfc0c6ca&d_curPage=0&d_pageSize=40&d_headId=13cea5f3b44b4050a0fb6470cfc0c6ca&curPage=3'>, <Element 'a' href='/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=13cea5f3b44b4050a0fb6470cfc0c6ca&d_curPage=0&d_pageSize=40&d_headId=13cea5f3b44b4050a0fb6470cfc0c6ca&curPage=4'>, <Element 'a' href='/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=13cea5f3b44b4050a0fb6470cfc0c6ca&d_curPage=0&d_pageSize=40&d_headId=13cea5f3b44b4050a0fb6470cfc0c6ca&curPage=1'>, <Element 'a' class=('last',) href='/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=13cea5f3b44b4050a0fb6470cfc0c6ca&d_curPage=0&d_pageSize=40&d_headId=13cea5f3b44b4050a0fb6470cfc0c6ca&curPage=9' title='末页'>]\n",
      "{'2': '/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=13cea5f3b44b4050a0fb6470cfc0c6ca&d_curPage=0&d_pageSize=40&d_headId=13cea5f3b44b4050a0fb6470cfc0c6ca&curPage=1', '3': '/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=13cea5f3b44b4050a0fb6470cfc0c6ca&d_curPage=0&d_pageSize=40&d_headId=13cea5f3b44b4050a0fb6470cfc0c6ca&curPage=2', '4': '/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=13cea5f3b44b4050a0fb6470cfc0c6ca&d_curPage=0&d_pageSize=40&d_headId=13cea5f3b44b4050a0fb6470cfc0c6ca&curPage=3', '5': '/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=13cea5f3b44b4050a0fb6470cfc0c6ca&d_curPage=0&d_pageSize=40&d_headId=13cea5f3b44b4050a0fb6470cfc0c6ca&curPage=4', '下一页': '/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=13cea5f3b44b4050a0fb6470cfc0c6ca&d_curPage=0&d_pageSize=40&d_headId=13cea5f3b44b4050a0fb6470cfc0c6ca&curPage=1', '': '/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=13cea5f3b44b4050a0fb6470cfc0c6ca&d_curPage=0&d_pageSize=40&d_headId=13cea5f3b44b4050a0fb6470cfc0c6ca&curPage=9'}\n"
     ]
    }
   ],
   "source": [
    "xpath_翻页a = '//div[@class=\"pagerbar\"]/a' # 有disabled, current等href是javascript\n",
    "xpath_翻页a = '//div[@class=\"pagerbar\"]/a[starts-with(@href,\"/zhaopin\")]'\n",
    "print (r.html.xpath(xpath_翻页a)) # 物件\n",
    "\n",
    "href_列表 = [x.xpath('//@href')[0] for x in r.html.xpath(xpath_翻页a)]\n",
    "#print (href_列表)\n",
    "\n",
    "文字_列表 = [x.text for x in r.html.xpath(xpath_翻页a)]\n",
    "#print (文字_列表)\n",
    "\n",
    "href_字典 = {x.text:x.xpath('//@href')[0]  for x in r.html.xpath(xpath_翻页a)}\n",
    "print (href_字典)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "scheme       1\n",
      "netloc       1\n",
      "path         1\n",
      "params       1\n",
      "query       51\n",
      "fragment     1\n",
      "dtype: int64\n",
      "scheme       1\n",
      "netloc       1\n",
      "path         1\n",
      "params       1\n",
      "query       51\n",
      "fragment     1\n",
      "dtype: int64\n",
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'餐饮/酒旅/服务': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '文体娱乐': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '租赁服务': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '广告/市场/会展': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '影视文化': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '教育培训': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '交通/物流/运输': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '贸易/进出口': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '航空/航天': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '政务/公共服务': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '农林牧渔': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}, '其他行业': {'flushckid': ['1'], 'pageSize': ['40'], 'compTag': ['155'], 'industryType': ['industry_01'], 'industries': ['040'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['6aa779111c1b4ca77cff3648d9dee049'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['6aa779111c1b4ca77cff3648d9dee049'], 'keyword': ['产品经理']}}\n"
     ]
    }
   ],
   "source": [
    "from urllib.parse import urlparse, parse_qs\n",
    "\n",
    "import pandas as pd\n",
    "df = pd.DataFrame([ urlparse(x) for x in 行业数据选择器链结.values()])\n",
    "print(df.nunique())\n",
    "\n",
    "df_qs = pd.DataFrame([{k:v[0] for k,v in parse_qs(x).items()} for x in df['query'] ])\n",
    "print(df.nunique())\n",
    "\n",
    "def parse_url_qs_for_compTag (url):\n",
    "    six_parts = urlparse(url) \n",
    "    out = parse_qs(six_parts.query)\n",
    "    return (out)\n",
    "\n",
    "# parse_url_qs_for_compTag(list(行业数据选择器链结.values())[0])['compTag']\n",
    "参数模板 = parse_url_qs_for_compTag(list(行业数据选择器链结.values())[0])\n",
    "print(参数模板)\n",
    "# [ parse_url_qs_for_compTag(x)['compTag'] for x in 行业数据选择器链结.values()]\n",
    "[ parse_url_qs_for_compTag(x)['compTag'][0] for x in 行业数据选择器链结.values()]\n",
    "\n",
    "字典_compTag = { k:parse_url_qs_for_compTag(v)['compTag'][0] for k,v in 行业数据选择器链结.items()}\n",
    "print (字典_compTag)\n",
    "\n",
    "# 建构 参数模板  \n",
    "def 参数模板生成(compTag , keyword ):\n",
    "    参数 = 参数模板.copy()\n",
    "    参数['compTag'] = compTag\n",
    "    参数['keyword'] = keyword\n",
    "    return (参数)\n",
    "\n",
    "参数_compTag_产品经理 = { k:参数模板生成(compTag = [v], keyword = ['产品经理']) for k,v in 字典_compTag.items()}\n",
    "print(参数_compTag_产品经理)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
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       "4                /zhaopin/          \n",
       "5                /zhaopin/          \n",
       "\n",
       "                                               query fragment  \n",
       "0  compkind=&dqs=&pubTime=&pageSize=40&salary=&co...           \n",
       "1  compkind=&dqs=&pubTime=&pageSize=40&salary=&co...           \n",
       "2  compkind=&dqs=&pubTime=&pageSize=40&salary=&co...           \n",
       "3  compkind=&dqs=&pubTime=&pageSize=40&salary=&co...           \n",
       "4  compkind=&dqs=&pubTime=&pageSize=40&salary=&co...           \n",
       "5  compkind=&dqs=&pubTime=&pageSize=40&salary=&co...           "
      ]
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      "scheme      1\n",
      "netloc      1\n",
      "path        1\n",
      "params      1\n",
      "query       5\n",
      "fragment    1\n",
      "dtype: int64\n"
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       "      <th></th>\n",
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      "text/plain": [
       "  pageSize     sortFlag                                          siTag  \\\n",
       "0       40  °radeFlag=0  1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw   \n",
       "1       40  °radeFlag=0  1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw   \n",
       "2       40  °radeFlag=0  1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw   \n",
       "3       40  °radeFlag=0  1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw   \n",
       "4       40  °radeFlag=0  1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw   \n",
       "5       40  °radeFlag=0  1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw   \n",
       "\n",
       "          d_sfrom                            d_ckId d_curPage d_pageSize  \\\n",
       "0  search_unknown  13cea5f3b44b4050a0fb6470cfc0c6ca         0         40   \n",
       "1  search_unknown  13cea5f3b44b4050a0fb6470cfc0c6ca         0         40   \n",
       "2  search_unknown  13cea5f3b44b4050a0fb6470cfc0c6ca         0         40   \n",
       "3  search_unknown  13cea5f3b44b4050a0fb6470cfc0c6ca         0         40   \n",
       "4  search_unknown  13cea5f3b44b4050a0fb6470cfc0c6ca         0         40   \n",
       "5  search_unknown  13cea5f3b44b4050a0fb6470cfc0c6ca         0         40   \n",
       "\n",
       "                           d_headId curPage  \n",
       "0  13cea5f3b44b4050a0fb6470cfc0c6ca       1  \n",
       "1  13cea5f3b44b4050a0fb6470cfc0c6ca       2  \n",
       "2  13cea5f3b44b4050a0fb6470cfc0c6ca       3  \n",
       "3  13cea5f3b44b4050a0fb6470cfc0c6ca       4  \n",
       "4  13cea5f3b44b4050a0fb6470cfc0c6ca       1  \n",
       "5  13cea5f3b44b4050a0fb6470cfc0c6ca       9  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pageSize      1\n",
      "sortFlag      1\n",
      "siTag         1\n",
      "d_sfrom       1\n",
      "d_ckId        1\n",
      "d_curPage     1\n",
      "d_pageSize    1\n",
      "d_headId      1\n",
      "curPage       5\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# 建构参数模板：找到关键参数及参数结构\n",
    "\n",
    "# 需要模组库\n",
    "from urllib.parse import urlparse, parse_qs\n",
    "import pandas as pd\n",
    "from IPython.display import display, HTML\n",
    "\n",
    "# 总体目标：输入 href_列表, 建构出参数字典\n",
    "\n",
    "# urlparse 解析后丢入数据框\n",
    "df = pd.DataFrame([ urlparse(x) for x in href_列表])\n",
    "df_qs = pd.DataFrame([{k:v[0] for k,v in parse_qs(x).items()} for x in df['query'] ])\n",
    "\n",
    "display(df)\n",
    "print(df.nunique())\n",
    "display(df_qs)\n",
    "print(df_qs.nunique())\n",
    "\n",
    "df_qs.curPage\n",
    "df_qs = df_qs.assign (curPage_int=df_qs.curPage.astype(int)) # 变成整数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'pageSize': ['40'], 'sortFlag': ['°radeFlag=0'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['13cea5f3b44b4050a0fb6470cfc0c6ca'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['13cea5f3b44b4050a0fb6470cfc0c6ca'], 'curPage': ['1']}\n",
      "{'2': '/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=13cea5f3b44b4050a0fb6470cfc0c6ca&d_curPage=0&d_pageSize=40&d_headId=13cea5f3b44b4050a0fb6470cfc0c6ca&curPage=1', '3': '/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=13cea5f3b44b4050a0fb6470cfc0c6ca&d_curPage=0&d_pageSize=40&d_headId=13cea5f3b44b4050a0fb6470cfc0c6ca&curPage=2', '4': '/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=13cea5f3b44b4050a0fb6470cfc0c6ca&d_curPage=0&d_pageSize=40&d_headId=13cea5f3b44b4050a0fb6470cfc0c6ca&curPage=3', '5': '/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=13cea5f3b44b4050a0fb6470cfc0c6ca&d_curPage=0&d_pageSize=40&d_headId=13cea5f3b44b4050a0fb6470cfc0c6ca&curPage=4', '下一页': '/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=13cea5f3b44b4050a0fb6470cfc0c6ca&d_curPage=0&d_pageSize=40&d_headId=13cea5f3b44b4050a0fb6470cfc0c6ca&curPage=1', '': '/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=13cea5f3b44b4050a0fb6470cfc0c6ca&d_curPage=0&d_pageSize=40&d_headId=13cea5f3b44b4050a0fb6470cfc0c6ca&curPage=9'}\n"
     ]
    }
   ],
   "source": [
    "# 建构参数模板：找到关键参数及参数结构\n",
    "\n",
    "def parse_url_qs_for_curPage (url):\n",
    "    six_parts = urlparse(url) \n",
    "    out = parse_qs(six_parts.query)\n",
    "    return (out)\n",
    "\n",
    "# 取一例做模板\n",
    "参数模板 = parse_url_qs_for_curPage(href_列表[0])\n",
    "print (参数模板)\n",
    "\n",
    "print (href_字典)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "9\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{0: {'pageSize': ['40'],\n",
       "  'sortFlag': ['°radeFlag=0'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['13cea5f3b44b4050a0fb6470cfc0c6ca'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['13cea5f3b44b4050a0fb6470cfc0c6ca'],\n",
       "  'curPage': [0],\n",
       "  'keyword': ['产品经理']},\n",
       " 1: {'pageSize': ['40'],\n",
       "  'sortFlag': ['°radeFlag=0'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['13cea5f3b44b4050a0fb6470cfc0c6ca'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['13cea5f3b44b4050a0fb6470cfc0c6ca'],\n",
       "  'curPage': [1],\n",
       "  'keyword': ['产品经理']},\n",
       " 2: {'pageSize': ['40'],\n",
       "  'sortFlag': ['°radeFlag=0'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['13cea5f3b44b4050a0fb6470cfc0c6ca'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['13cea5f3b44b4050a0fb6470cfc0c6ca'],\n",
       "  'curPage': [2],\n",
       "  'keyword': ['产品经理']},\n",
       " 3: {'pageSize': ['40'],\n",
       "  'sortFlag': ['°radeFlag=0'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['13cea5f3b44b4050a0fb6470cfc0c6ca'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['13cea5f3b44b4050a0fb6470cfc0c6ca'],\n",
       "  'curPage': [3],\n",
       "  'keyword': ['产品经理']},\n",
       " 4: {'pageSize': ['40'],\n",
       "  'sortFlag': ['°radeFlag=0'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['13cea5f3b44b4050a0fb6470cfc0c6ca'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['13cea5f3b44b4050a0fb6470cfc0c6ca'],\n",
       "  'curPage': [4],\n",
       "  'keyword': ['产品经理']},\n",
       " 5: {'pageSize': ['40'],\n",
       "  'sortFlag': ['°radeFlag=0'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['13cea5f3b44b4050a0fb6470cfc0c6ca'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['13cea5f3b44b4050a0fb6470cfc0c6ca'],\n",
       "  'curPage': [5],\n",
       "  'keyword': ['产品经理']},\n",
       " 6: {'pageSize': ['40'],\n",
       "  'sortFlag': ['°radeFlag=0'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['13cea5f3b44b4050a0fb6470cfc0c6ca'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['13cea5f3b44b4050a0fb6470cfc0c6ca'],\n",
       "  'curPage': [6],\n",
       "  'keyword': ['产品经理']},\n",
       " 7: {'pageSize': ['40'],\n",
       "  'sortFlag': ['°radeFlag=0'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['13cea5f3b44b4050a0fb6470cfc0c6ca'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['13cea5f3b44b4050a0fb6470cfc0c6ca'],\n",
       "  'curPage': [7],\n",
       "  'keyword': ['产品经理']},\n",
       " 8: {'pageSize': ['40'],\n",
       "  'sortFlag': ['°radeFlag=0'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['13cea5f3b44b4050a0fb6470cfc0c6ca'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['13cea5f3b44b4050a0fb6470cfc0c6ca'],\n",
       "  'curPage': [8],\n",
       "  'keyword': ['产品经理']},\n",
       " 9: {'pageSize': ['40'],\n",
       "  'sortFlag': ['°radeFlag=0'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['13cea5f3b44b4050a0fb6470cfc0c6ca'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['13cea5f3b44b4050a0fb6470cfc0c6ca'],\n",
       "  'curPage': [9],\n",
       "  'keyword': ['产品经理']}}"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 建构参数模板生成器：keyword curPage\n",
    "def 参数模板生成(keyword, curPage):\n",
    "    参数 = 参数模板.copy()\n",
    "    参数['curPage'] = curPage\n",
    "    参数['keyword'] = keyword\n",
    "    return (参数)\n",
    "\n",
    "参数_keyword_产品经理_curPage = { \n",
    "    i:参数模板生成(curPage = [i], \\\n",
    "                  keyword = ['产品经理']) \\\n",
    "    for i,v in href_字典.items()\\\n",
    "    }\n",
    "\n",
    "# print(参数_keyword_产品经理_curPage) # 只生成本页有的额外翻页URL, 并没有推估到&curPage=9,也没有这页\n",
    "\n",
    "print (df_qs.curPage_int.min()) # 最小值只有1\n",
    "print (df_qs.curPage_int.max()) # 最大值只有9\n",
    "\n",
    "# 应该是 0 (本页)....9(最大值)\n",
    "\n",
    "参数_keyword_产品经理_curPage = { \n",
    "    i:参数模板生成(curPage = [i], \\\n",
    "                  keyword = ['产品经理']) \\\n",
    "    for i in range(0,df_qs.curPage_int.max()+1)\\\n",
    "    }\n",
    "参数_keyword_产品经理_curPage"
   ]
  }
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